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Emrehan Kutlug Sahin
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Landslide susceptibility mapping using GIS-based multi-criteria decision analysis, support vector machines, and logistic regression
T Kavzoglu, EK Sahin, I Colkesen
Landslides 11, 425-439, 2014
7162014
Assessing the predictive capability of ensemble tree methods for landslide susceptibility mapping using XGBoost, gradient boosting machine, and random forest
EK Sahin
SN Applied Sciences 2 (7), 1308, 2020
2792020
Susceptibility mapping of shallow landslides using kernel-based Gaussian process, support vector machines and logistic regression
I Colkesen, EK Sahin, T Kavzoglu
Journal of African Earth Sciences 118, 53-64, 2016
2062016
Selecting optimal conditioning factors in shallow translational landslide susceptibility mapping using genetic algorithm
T Kavzoglu, EK Sahin, I Colkesen
Engineering Geology 192, 101-112, 2015
2022015
Machine learning techniques in landslide susceptibility mapping: a survey and a case study
T Kavzoglu, I Colkesen, EK Sahin
Landslides: Theory, practice and modelling, 283-301, 2019
1742019
An assessment of multivariate and bivariate approaches in landslide susceptibility mapping: a case study of Duzkoy district
T Kavzoglu, E Kutlug Sahin, I Colkesen
Natural Hazards 76, 471-496, 2015
1622015
A comparative assessment of canonical correlation forest, random forest, rotation forest and logistic regression methods for landslide susceptibility mapping
EK Sahin, I Colkesen, T Kavzoglu
Geocarto International 35 (4), 341-363, 2020
1322020
Comparative analysis of gradient boosting algorithms for landslide susceptibility mapping
EK Sahin
Geocarto International 37 (9), 2441-2465, 2022
1152022
An investigation of feature selection methods for soil liquefaction prediction based on tree-based ensemble algorithms using AdaBoost, gradient boosting, and XGBoost
S Demir, EK Sahin
Neural Computing and Applications 35 (4), 3173-3190, 2023
952023
Performance analysis of advanced decision tree-based ensemble learning algorithms for landslide susceptibility mapping
E Kutlug Sahin, I Colkesen
Geocarto International 36 (11), 1253-1275, 2021
782021
Developing comprehensive geocomputation tools for landslide susceptibility mapping: LSM tool pack
EK Sahin, I Colkesen, SS Acmali, A Akgun, AC Aydinoglu
Computers & geosciences 144, 104592, 2020
712020
Comparison of tree-based machine learning algorithms for predicting liquefaction potential using canonical correlation forest, rotation forest, and random forest based on CPT data
S Demir, EK Sahin
Soil Dynamics and Earthquake Engineering 154, 107130, 2022
632022
Predicting occurrence of liquefaction-induced lateral spreading using gradient boosting algorithms integrated with particle swarm optimization: PSO-XGBoost, PSO-LightGBM, and …
S Demir, EK Sahin
Acta Geotechnica 18 (6), 3403-3419, 2023
612023
Liquefaction prediction with robust machine learning algorithms (SVM, RF, and XGBoost) supported by genetic algorithm-based feature selection and parameter optimization from …
S Demir, EK Şahin
Environmental Earth Sciences 81 (18), 459, 2022
582022
Bulut Bilişim Teknolojisi Ve Bulut Cbs Uygulamalari
T Kavzoğlu, EK Şahin
IV. Uzaktan Algılama ve Coğrafi Bilgi Sistemleri Sempozyumu (UZAL-CBS 2012 …, 2012
522012
Investigation of automatic feature weighting methods (Fisher, Chi-square and Relief-F) for landslide susceptibility mapping
E Kutlug Sahin, C Ipbuker, T Kavzoglu
Geocarto International 32 (9), 956-977, 2016
422016
Implementation of free and open-source semi-automatic feature engineering tool in landslide susceptibility mapping using the machine-learning algorithms RF, SVM, and XGBoost
EK Sahin
Stochastic Environmental Research and Risk Assessment 37, 1067–1092, 2023
312023
Greedy-AutoML: A novel greedy-based stacking ensemble learning framework for assessing soil liquefaction potential
EK Sahin, S Demir
Engineering Applications of Artificial Intelligence 119, 105732, 2023
282023
Evaluation of oversampling methods (OVER, SMOTE, and ROSE) in classifying soil liquefaction dataset based on SVM, RF, and Naïve Bayes
S Demir, EK Şahin
Avrupa Bilim ve Teknoloji Dergisi, 142-147, 2022
282022
Heyelan duyarlılığının incelenmesinde regresyon ağaçlarının kullanımı: Trabzon örneği
T Kavzoğlu, EK Şahin, İ Çölkesen
Harita Dergisi 147 (3), 21-33, 2012
272012
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